llms.txtB

llms.txt from sara-star-quant/presence is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add sara-star-quant/presence/llms.txt@git:20261030.1901e90

Pins git:20261030.1901e90 in mdr.lock. Pin the fingerprint instead.

Audit grade
B, 13 of 14 checks passed
Kind
llms.txt file
Repository
sara-star-quant/presence
Path
llms.txt
Versions recorded
6
Latest version
git:20261030.1901e90, committed Oct 30, 2026
First version recorded
Apr 26, 2026
Size
5,140 bytes
Repository stars
8
License
Apache-2.0

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# presence

> A Claude Code plugin that turns every coding session into part of a continuum: living per-repo project model, outcome telemetry (commit/revert tracking), inter-turn event digest, and a calibrated-confidence gate that catches "fixed", "done", "works" claims unbacked by actual test/build evidence. Stdlib-only Python runtime; one optional dep (`cryptography`) used only by the Zero-Trust preset. State is fully local under `~/.claude/presence/`; zero network egress in default presets.

## Quick facts (verified by CI)

- **Repository**: https://github.com/sara-star-quant/presence
- **License**: Apache-2.0
- **Runtime**: Python 3.12+ (3.12 / 3.13 / 3.14 all in CI)
- **Platforms**: macOS arm64, Linux x86_64 and arm64 (CI matrix); Windows via WSL2, native Windows unsupported.
- **Tests**: 488 passing across the Python matrix.
- **Cold hook startup**: 80 ms median, 87 ms p95 (macOS arm64, Python 3.14.4, n=50).
- **SessionStart populated**: 108 ms median (10 KB model + 100 events + 50 claims, n=50).
- **Aggregate session overhead**: 6.4 s for a synthetic 77-fire session (median, n=10).
- **Platforms**: macOS arm64, Linux x86_64 and arm64 (CI matrix); Windows via WSL2.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add sara-star-quant/presence/llms.txt@sha256:1289f3b2ebc0785c

The line at the top of this page pins the label git:20261030.1901e90, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_63j7oflpiqwwcnvo.svg)](https://markdownregistry.com/a/art_63j7oflpiqwwcnvo)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 6 versions of this file, between Apr 26, 2026 and Oct 30, 2026, about one every 37 days.

versioncommittedcommitsizeaudit
git:20261030.1901e90 latest2026-10-30 1901e90 5,140 BB view · diff
git:20260617.def045f2026-06-17 def045f 5,082 BB view · diff
git:20260527.d72c5cc2026-05-27 d72c5cc 5,075 BB view · diff
git:20260427.86dcb1f2026-04-27 86dcb1f 4,962 BB view · diff
git:20260427.49ea9492026-04-27 49ea949 4,962 BB view · diff
git:20260426.2761dd62026-04-26 2761dd6 4,654 BB view

Audit of the latest version

B  13 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • fail: No curl or wget piped into a shell (matched: curl -fsSL https://raw.githubusercontent.com/sara-star-quant/presence/main/install.sh | bash)
  • pass: Size between 200 bytes and 200 KB (5140 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Starting a new one? Use a template for llms.txt on mdpantry, which passes every one of these checks and says what to change in it.

Source

GitHub

sara-star-quant/presence · 8 stars · license Apache-2.0 · pushed 2026-10-30 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_63j7oflpiqwwcnvo
GET https://markdownregistry.com/api/v1/resolve?ref=sara-star-quant/presence/llms.txt
GET https://markdownregistry.com/api/v1/blob/1289f3b2ebc0785c69e5acb647ea3d4e23e8d72f7aeab8002bd94d7c8daa8cb3

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: how to add an llms.txt file to a website · which agent file does what.

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sara-star-quant/presence · skills/confidence-gate/SKILL.md · When you're about to claim success ("fixed", "done", "works", "passing tests") at the end of a turn, verify the claim…
git:20260426.243df5a · audit A · 8 stars
outcome-check SKILL.md skill
sara-star-quant/presence · skills/outcome-check/SKILL.md · When you're about to claim a previous fix worked, or are tempted to repeat an approach Claude Code has tried in this…
git:20260426.243df5a · audit A · 8 stars
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sara-star-quant/presence · skills/project-model/SKILL.md · When working in a codebase you've touched before, consult and update the persistent project model maintained by…
git:20260426.243df5a · audit A · 8 stars

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